Germany: LK Pfaffenhofen a.d.Ilm (Bayern)

• Homepage of project: https://oscovida.github.io
• Plots are explained at http://oscovida.github.io/plots.html
• Execute this Jupyter Notebook using myBinder

import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")

Notebook executed on: 07/03/2023 11:22:03 CEST

%config InlineBackend.figure_formats = ['svg']
from oscovida import *

overview(country="Germany", subregion="LK Pfaffenhofen a.d.Ilm", weeks=5);

overview(country="Germany", subregion="LK Pfaffenhofen a.d.Ilm");

compare_plot(country="Germany", subregion="LK Pfaffenhofen a.d.Ilm", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Pfaffenhofen a.d.Ilm")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Pfaffenhofen a.d.Ilm")
print(f'Population of country="Germany", subregion="LK Pfaffenhofen a.d.Ilm": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table

Population of country="Germany", subregion="LK Pfaffenhofen a.d.Ilm": 129772 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	67073	28	287	0
2023-03-03	67045	11	287	0
2023-03-02	67034	13	287	0
2023-03-01	67021	26	287	0
2023-02-28	66995	16	287	1
2023-02-27	66979	47	286	0
2023-02-24	66932	25	286	1
2023-02-23	66907	23	285	0
2023-02-22	66884	43	285	1
2023-02-21	66841	17	284	0
2023-02-20	66824	45	284	1
2023-02-17	66779	27	283	1
2023-02-16	66752	25	282	0
2023-02-15	66727	21	282	0
2023-02-14	66706	29	282	0
2023-02-13	66677	28	282	0
2023-02-10	66649	17	282	0
2023-02-09	66632	11	282	0
2023-02-08	66621	45	282	1
2023-02-07	66576	29	281	1
2023-02-06	66547	46	280	3
2023-02-03	66501	19	277	0
2023-02-02	66482	28	277	0
2023-02-01	66454	30	277	0
2023-01-31	66424	31	277	0
2023-01-30	66393	27	277	0
2023-01-27	66366	23	277	0
2023-01-26	66343	16	277	0
2023-01-25	66327	17	277	0
2023-01-24	66310	19	277	0
2023-01-23	66291	34	277	0
2023-01-22	66257	1	277	0
2023-01-20	66256	8	277	0
2023-01-19	66248	15	277	0
2023-01-18	66233	17	277	1
2023-01-17	66216	20	276	0
2023-01-16	66196	20	276	2
2023-01-13	66176	13	274	0
2023-01-12	66163	11	274	0
2023-01-11	66152	20	274	0
2023-01-10	66132	15	274	0
2023-01-09	66117	49	274	2
2023-01-05	66068	20	272	0
2023-01-04	66048	34	272	0
2023-01-03	66014	24	272	1
2023-01-02	65990	33	271	1
2022-12-30	65957	24	270	0
2022-12-29	65933	17	270	0
2022-12-28	65916	40	270	0
2022-12-27	65876	61	270	2
2022-12-23	65815	20	268	0
2022-12-22	65795	34	268	0
2022-12-21	65761	32	268	1
2022-12-20	65729	35	267	0
2022-12-19	65694	37	267	0
2022-12-17	65657	1	267	0
2022-12-16	65656	20	267	0
2022-12-15	65636	16	267	1
2022-12-14	65620	26	266	0
2022-12-13	65594	37	266	0
2022-12-12	65557	49	266	2
2022-12-09	65508	19	264	0
2022-12-08	65489	19	264	0
2022-12-07	65470	23	264	0
2022-12-06	65447	31	264	0
2022-12-05	65416	37	264	0
2022-12-02	65379	16	264	0
2022-12-01	65363	27	264	1
2022-11-30	65336	12	263	0
2022-11-29	65324	29	263	0
2022-11-28	65295	24	263	0
2022-11-25	65271	16	263	0
2022-11-24	65255	25	263	0
2022-11-23	65230	16	263	1
2022-11-22	65214	46	262	0
2022-11-21	65168	53	262	1
2022-11-18	65115	13	261	0
2022-11-17	65102	20	261	0
2022-11-16	65082	15	261	0
2022-11-15	65067	50	261	0
2022-11-14	65017	36	261	0
2022-11-11	64981	27	261	0
2022-11-10	64954	19	261	0
2022-11-09	64935	34	261	0
2022-11-08	64901	38	261	0
2022-11-07	64863	66	261	0
2022-11-04	64797	27	261	0
2022-11-03	64770	62	261	0
2022-11-02	64708	48	261	0
2022-10-31	64660	93	261	1
2022-10-29	64567	1	260	0
2022-10-28	64566	41	260	0
2022-10-27	64525	48	260	0
2022-10-26	64477	55	260	0
2022-10-25	64422	95	260	1
2022-10-24	64327	144	259	0
2022-10-22	64183	1	259	0
2022-10-21	64182	70	259	0
2022-10-20	64112	76	259	0
2022-10-19	64036	93	259	0
2022-10-18	63943	152	259	1
2022-10-17	63791	235	258	1
2022-10-14	63556	129	257	0
2022-10-13	63427	166	257	2
2022-10-12	63261	221	255	1
2022-10-11	63040	240	254	0
2022-10-10	62800	379	254	0
2022-10-09	62421	1	254	0
2022-10-08	62420	1	254	0
2022-10-07	62419	176	254	1
2022-10-06	62243	344	253	0
2022-10-05	61899	295	253	0
2022-10-04	61604	363	253	0
2022-10-02	61241	1	253	0
2022-10-01	61240	1	253	0
2022-09-30	61239	179	253	0
2022-09-29	61060	235	253	0
2022-09-28	60825	224	253	0
2022-09-27	60601	209	253	1
2022-09-26	60392	259	252	0
2022-09-23	60133	100	252	0
2022-09-22	60033	108	252	0
2022-09-21	59925	90	252	1
2022-09-20	59835	123	251	0
2022-09-19	59712	171	251	0
2022-09-16	59541	94	251	0
2022-09-15	59447	74	251	0
2022-09-14	59373	106	251	0
2022-09-13	59267	109	251	1
2022-09-12	59158	134	250	0
2022-09-09	59024	58	250	0
2022-09-08	58966	86	250	0
2022-09-07	58880	87	250	1
2022-09-06	58793	131	249	0
2022-09-05	58662	163	249	1
2022-09-02	58499	96	248	0
2022-09-01	58403	94	248	0
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2022-08-25	57902	53	248	0
2022-08-24	57849	73	248	0
2022-08-23	57776	60	248	0
2022-08-22	57716	112	248	1
2022-08-19	57604	67	247	1
2022-08-18	57537	66	246	0
2022-08-17	57471	97	246	2
2022-08-16	57374	117	244	0
2022-08-14	57257	1	244	0
2022-08-12	57256	45	244	0
2022-08-11	57211	74	244	0
2022-08-10	57137	59	244	0
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2022-08-08	56974	160	244	0
2022-08-05	56814	87	244	0
2022-08-04	56727	67	244	0
2022-08-03	56660	99	244	1
2022-08-02	56561	124	243	0
2022-08-01	56437	185	243	0
2022-07-30	56252	1	243	0
2022-07-29	56251	111	243	0
2022-07-28	56140	146	243	0
2022-07-27	55994	215	243	0
2022-07-26	55779	284	243	0
2022-07-25	55495	317	243	0
2022-07-24	55178	4	243	0
2022-07-23	55174	3	243	0
2022-07-22	55171	225	243	0
2022-07-21	54946	203	243	2
2022-07-20	54743	311	241	1
2022-07-19	54432	387	240	0
2022-07-18	54045	341	240	0
2022-07-17	53704	1	240	0
2022-07-16	53703	1	240	0
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2022-07-14	53499	240	240	1
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2022-07-11	52679	361	238	0
2022-07-09	52318	15	238	0
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2021-10-04	6409	2	163	0
2021-10-03	6407	1	163	0
2021-10-02	6406	14	163	0
2021-10-01	6392	14	163	0
2021-09-30	6378	9	163	0
2021-09-29	6369	15	163	0
2021-09-28	6354	25	163	0
2021-09-27	6329	8	163	0
2021-09-26	6321	15	163	1
2021-09-25	6306	16	162	0
2021-09-24	6290	12	162	0
2021-09-23	6278	19	162	0
2021-09-22	6259	19	162	0
2021-09-21	6240	26	162	0
2021-09-20	6214	9	162	0
2021-09-19	6205	6	162	0
2021-09-18	6199	20	162	0
2021-09-17	6179	19	162	0
2021-09-16	6160	13	162	0
2021-09-15	6147	21	162	0
2021-09-14	6126	21	162	0
2021-09-13	6105	10	162	0
2021-09-12	6095	4	162	1
2021-09-11	6091	15	161	0
2021-09-10	6076	16	161	0
2021-09-09	6060	26	161	0
2021-09-08	6034	24	161	0
2021-09-07	6010	27	161	0
2021-09-06	5983	10	161	0
2021-09-05	5973	10	161	0
2021-09-04	5963	14	161	0
2021-09-03	5949	24	161	0
2021-09-02	5925	18	161	0
2021-09-01	5907	25	161	0
2021-08-31	5882	15	161	1
2021-08-30	5867	4	160	0
2021-08-29	5863	3	160	0
2021-08-28	5860	19	160	0
2021-08-27	5841	12	160	0
2021-08-26	5829	18	160	0
2021-08-25	5811	21	160	0
2021-08-24	5790	18	160	1
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2021-08-20	5751	3	159	0
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2021-08-17	5736	13	159	0
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2021-08-13	5709	5	159	0
2021-08-12	5704	1	159	0
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2021-08-01	5673	1	159	0
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2021-07-28	5668	2	159	0
2021-07-27	5666	2	159	0
2021-07-25	5664	3	159	0
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2021-07-14	5639	1	159	0
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2021-07-12	5635	1	159	0
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2021-06-01	5585	4	159	0
2021-05-31	5581	1	159	0
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2021-05-28	5576	6	159	0
2021-05-27	5570	6	159	0
2021-05-26	5564	14	159	0
2021-05-25	5550	1	159	0
2021-05-24	5549	1	159	0
2021-05-22	5548	5	159	0
2021-05-21	5543	4	159	0
2021-05-20	5539	10	159	0
2021-05-19	5529	17	159	0
2021-05-18	5512	14	159	0
2021-05-16	5498	4	159	0
2021-05-15	5494	11	159	0
2021-05-14	5483	2	159	0
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2021-05-12	5471	27	159	0
2021-05-11	5444	12	159	0
2021-05-10	5432	3	159	0
2021-05-09	5429	8	159	0
2021-05-08	5421	17	159	0
2021-05-07	5404	8	159	0
2021-05-06	5396	25	159	0
2021-05-05	5371	38	159	0
2021-05-04	5333	32	159	1
2021-05-03	5301	10	158	0
2021-05-02	5291	9	158	0
2021-05-01	5282	28	158	0
2021-04-30	5254	16	158	0
2021-04-29	5238	20	158	0
2021-04-28	5218	39	158	1
2021-04-27	5179	36	157	2
2021-04-26	5143	15	155	0
2021-04-25	5128	16	155	0
2021-04-24	5112	16	155	0
2021-04-23	5096	20	155	0
2021-04-22	5076	42	155	0
2021-04-21	5034	49	155	0
2021-04-20	4985	47	155	0
2021-04-19	4938	24	155	0
2021-04-18	4914	23	155	0
2021-04-17	4891	25	155	0
2021-04-16	4866	59	155	0
2021-04-15	4807	33	155	1
2021-04-14	4774	42	154	0
2021-04-13	4732	32	154	2
2021-04-12	4700	31	152	0
2021-04-11	4669	21	152	0
2021-04-10	4648	14	152	0
2021-04-09	4634	48	152	0
2021-04-08	4586	33	152	0
2021-04-07	4553	32	152	0
2021-04-06	4521	31	152	1
2021-04-05	4490	10	151	1
2021-04-04	4480	26	150	0
2021-04-03	4454	21	150	0
2021-04-02	4433	27	150	0
2021-04-01	4406	24	150	0
2021-03-31	4382	38	150	0
2021-03-30	4344	27	150	0
2021-03-29	4317	29	150	0
2021-03-28	4288	24	150	0
2021-03-27	4264	26	150	0
2021-03-26	4238	36	150	0
2021-03-25	4202	33	150	0
2021-03-24	4169	41	150	0
2021-03-23	4128	23	150	0
2021-03-22	4105	16	150	0
2021-03-21	4089	27	150	0
2021-03-20	4062	20	150	0
2021-03-19	4042	23	150	0
2021-03-18	4019	31	150	0
2021-03-17	3988	32	150	0
2021-03-16	3956	17	150	1
2021-03-15	3939	4	149	0
2021-03-14	3935	14	149	0
2021-03-13	3921	17	149	0
2021-03-12	3904	15	149	0
2021-03-11	3889	26	149	0
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2021-03-07	3836	4	148	0
2021-03-06	3832	6	148	0
2021-03-05	3826	7	148	0
2021-03-04	3819	12	148	0
2021-03-03	3807	11	148	0
2021-03-02	3796	8	148	0
2021-02-28	3788	2	148	0
2021-02-27	3786	14	148	0
2021-02-26	3772	18	148	0
2021-02-25	3754	6	148	0
2021-02-24	3748	13	148	1
2021-02-23	3735	8	147	0
2021-02-21	3727	1	147	0
2021-02-20	3726	10	147	0
2021-02-19	3716	7	147	0
2021-02-18	3709	4	147	0
2021-02-17	3705	3	147	0
2021-02-16	3702	12	147	1
2021-02-15	3690	1	146	0
2021-02-14	3689	15	146	0
2021-02-13	3674	14	146	0
2021-02-12	3660	8	146	0
2021-02-11	3652	9	146	0
2021-02-10	3643	6	146	1
2021-02-09	3637	5	145	0
2021-02-07	3632	2	145	0
2021-02-06	3630	4	145	0
2021-02-05	3626	10	145	0
2021-02-04	3616	6	145	0
2021-02-03	3610	16	145	0
2021-02-02	3594	8	145	0
2021-02-01	3586	2	145	0
2021-01-31	3584	8	145	0
2021-01-30	3576	5	145	0
2021-01-29	3571	5	145	0
2021-01-28	3566	10	145	0
2021-01-27	3556	9	145	0
2021-01-26	3547	9	145	1
2021-01-25	3538	5	144	1
2021-01-24	3533	5	143	0
2021-01-23	3528	7	143	0
2021-01-22	3521	6	143	0
2021-01-21	3515	12	143	0
2021-01-20	3503	20	143	0
2021-01-19	3483	18	143	0
2021-01-18	3465	6	143	0
2021-01-17	3459	16	143	1
2021-01-16	3443	15	142	0
2021-01-15	3428	17	142	1
2021-01-14	3411	17	141	0
2021-01-13	3394	38	141	1
2021-01-12	3356	31	140	0
2021-01-11	3325	6	140	0
2021-01-10	3319	56	140	0
2021-01-09	3263	30	140	0
2021-01-08	3233	29	140	0
2021-01-07	3204	42	140	2
2021-01-06	3162	47	138	1
2021-01-05	3115	40	137	2
2021-01-04	3075	12	135	0
2021-01-03	3063	14	135	3
2021-01-02	3049	8	132	1
2021-01-01	3041	19	131	1
2020-12-31	3022	41	130	4
2020-12-30	2981	65	126	7
2020-12-29	2916	34	119	0
2020-12-28	2882	4	119	0
2020-12-27	2878	4	119	0
2020-12-26	2874	19	119	4
2020-12-25	2855	37	115	3
2020-12-24	2818	27	112	1
2020-12-23	2791	53	111	2
2020-12-22	2738	34	109	2
2020-12-21	2704	35	107	2
2020-12-20	2669	45	105	5
2020-12-19	2624	29	100	1
2020-12-18	2595	52	99	2
2020-12-17	2543	62	97	3
2020-12-16	2481	80	94	6
2020-12-15	2401	43	88	1
2020-12-14	2358	39	87	3
2020-12-13	2319	13	84	0
2020-12-12	2306	47	84	2
2020-12-11	2259	32	82	0
2020-12-10	2227	44	82	2
2020-12-09	2183	110	80	11
2020-12-08	2073	25	69	0
2020-12-07	2048	20	69	1
2020-12-06	2028	23	68	0
2020-12-05	2005	44	68	6
2020-12-04	1961	28	62	1
2020-12-03	1933	41	61	4
2020-12-02	1892	45	57	1
2020-12-01	1847	14	56	0
2020-11-30	1833	19	56	0
2020-11-29	1814	34	56	0
2020-11-28	1780	11	56	0
2020-11-27	1769	56	56	5
2020-11-26	1713	38	51	1
2020-11-25	1675	30	50	1
2020-11-24	1645	17	49	0
2020-11-23	1628	21	49	1
2020-11-22	1607	26	48	0
2020-11-21	1581	35	48	0
2020-11-20	1546	38	48	0
2020-11-19	1508	46	48	4
2020-11-18	1462	26	44	2
2020-11-17	1436	30	42	3
2020-11-16	1406	11	39	1
2020-11-15	1395	32	38	0
2020-11-14	1363	10	38	0
2020-11-13	1353	62	38	6
2020-11-12	1291	59	32	2
2020-11-11	1232	50	30	2
2020-11-10	1182	39	28	1
2020-11-09	1143	50	27	0
2020-11-08	1093	22	27	0
2020-11-07	1071	15	27	0
2020-11-06	1056	28	27	0
2020-11-05	1028	24	27	1
2020-11-04	1004	14	26	0
2020-11-03	990	27	26	0
2020-11-02	963	13	26	0
2020-11-01	950	24	26	1
2020-10-31	926	3	25	0
2020-10-30	923	54	25	0
2020-10-29	869	46	25	0
2020-10-28	823	23	25	0
2020-10-27	800	29	25	0
2020-10-26	771	36	25	2
2020-10-25	735	10	23	0
2020-10-24	725	9	23	0
2020-10-23	716	32	23	0
2020-10-22	684	17	23	0
2020-10-21	667	37	23	1
2020-10-20	630	8	22	0
2020-10-19	622	9	22	0
2020-10-18	613	1	22	0
2020-10-17	612	12	22	0
2020-10-16	600	25	22	0
2020-10-15	575	6	22	0
2020-10-14	569	17	22	0
2020-10-13	552	3	22	0
2020-10-12	549	4	22	0
2020-10-11	545	2	22	0
2020-10-09	543	4	22	0
2020-10-08	539	2	22	1
2020-10-07	537	12	21	0
2020-10-06	525	3	21	0
2020-10-03	522	4	21	0
2020-10-02	518	2	21	0
2020-10-01	516	4	21	0
2020-09-30	512	7	21	0
2020-09-29	505	2	21	0
2020-09-28	503	3	21	0
2020-09-27	500	5	21	0
2020-09-26	495	2	21	0
2020-09-25	493	5	21	0
2020-09-23	488	1	21	0
2020-09-22	487	1	21	0
2020-09-21	486	2	21	0
2020-09-20	484	1	21	0
2020-09-19	483	1	21	0
2020-09-18	482	1	21	0
2020-09-17	481	2	21	0
2020-09-16	479	2	21	0
2020-09-15	477	2	21	0
2020-09-14	475	1	21	0
2020-09-13	474	2	21	0
2020-09-11	472	6	21	0
2020-09-10	466	1	21	0
2020-09-09	465	6	21	0
2020-09-08	459	1	21	0
2020-09-07	458	2	21	0
2020-09-06	456	1	21	0
2020-09-05	455	8	21	0
2020-09-04	447	7	21	0
2020-09-03	440	4	21	0
2020-09-02	436	1	21	0
2020-09-01	435	2	21	0
2020-08-29	433	4	21	0
2020-08-28	429	2	21	0
2020-08-26	427	7	21	0
2020-08-25	420	4	21	0
2020-08-24	416	2	21	0
2020-08-23	414	1	21	0
2020-08-22	413	2	21	0
2020-08-21	411	2	21	0
2020-08-20	409	4	21	0
2020-08-18	405	3	21	0
2020-08-17	402	3	21	0
2020-08-15	399	3	21	0
2020-08-14	396	2	21	0
2020-08-13	394	1	21	0
2020-08-12	393	1	21	0
2020-08-07	392	1	21	0
2020-08-06	391	1	21	0
2020-07-29	390	1	21	0
2020-07-28	389	2	21	0
2020-07-23	387	1	21	0
2020-07-18	386	1	21	0
2020-07-13	385	2	21	0
2020-07-11	383	1	21	0
2020-07-06	382	1	21	0
2020-06-24	381	1	21	0
2020-06-22	380	5	21	0
2020-06-17	375	1	21	0
2020-06-08	374	2	21	0
2020-06-06	372	1	21	0
2020-06-01	371	1	21	1
2020-05-29	370	2	20	0
2020-05-26	368	1	20	0
2020-05-23	367	1	20	0
2020-05-22	366	4	20	1
2020-05-21	362	1	19	0
2020-05-20	361	1	19	0
2020-05-19	360	2	19	0
2020-05-17	358	3	19	0
2020-05-16	355	2	19	0
2020-05-15	353	1	19	0
2020-05-14	352	3	19	0
2020-05-13	349	1	19	0
2020-05-12	348	1	19	0
2020-05-11	347	1	19	0
2020-05-10	346	1	19	0
2020-05-09	345	1	19	0
2020-05-08	344	3	19	0
2020-05-07	341	2	19	0
2020-05-06	339	1	19	0
2020-05-04	338	2	19	1
2020-05-03	336	2	18	0
2020-05-01	334	1	18	0
2020-04-30	333	2	18	0
2020-04-29	331	1	18	0
2020-04-28	330	5	18	0
2020-04-27	325	3	18	0
2020-04-26	322	1	18	0
2020-04-24	321	7	18	0
2020-04-22	314	2	18	0
2020-04-21	312	3	18	0
2020-04-20	309	5	18	0
2020-04-19	304	1	18	0
2020-04-18	303	5	18	0
2020-04-17	298	4	18	0
2020-04-16	294	4	18	0
2020-04-15	290	3	18	0
2020-04-14	287	3	18	0
2020-04-13	284	1	18	0
2020-04-12	283	2	18	0
2020-04-11	281	5	18	0
2020-04-10	276	21	18	1
2020-04-09	255	11	17	3
2020-04-08	244	6	14	0
2020-04-07	238	17	14	1
2020-04-06	221	9	13	1
2020-04-05	212	7	12	0
2020-04-04	205	18	12	2
2020-04-03	187	14	10	2
2020-04-02	173	13	8	2
2020-04-01	160	22	6	2
2020-03-31	138	19	4	1
2020-03-30	119	13	3	0
2020-03-29	106	6	3	0
2020-03-28	100	23	3	1
2020-03-27	77	16	2	0
2020-03-26	61	8	2	1
2020-03-25	53	6	1	1
2020-03-24	47	14	0	0
2020-03-23	33	2	0	0
2020-03-22	31	3	0	0
2020-03-21	28	3	0	0
2020-03-20	25	4	0	0
2020-03-19	21	2	0	0
2020-03-18	19	3	0	0
2020-03-17	16	5	0	0
2020-03-16	11	2	0	0
2020-03-15	9	1	0	0
2020-03-14	8	1	0	0
2020-03-13	7	1	0	0
2020-03-11	6	3	0	0
2020-03-10	3	1	0	0
2020-03-09	2	1	0	0

Explore the data in your web browser

• If you want to execute this notebook, click here to use myBinder
• and wait (~1 to 2 minutes)
• Then press SHIFT+RETURN to advance code cell to code cell
• See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:

• Johns Hopkins University provides data for countries
• Robert Koch Institute provides data for within Germany
• Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
• Open source and scientific computing community for the data tools
• Github for hosting repository and html files
• Project Jupyter for the Notebook and binder service
• The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

---

print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")

Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.

# to force a fresh download of data, run "clear_cache()"

print(f"Notebook execution took: {datetime.datetime.now()-start}")

Notebook execution took: 0:03:12.239478